{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{\"categories\": [{\"name\": \"building_\", \"score\": 0.8828125, \"detail\": {\"landmarks\": []}}, {\"name\": \"outdoor_\", \"score\": 0.01171875, \"detail\": {\"landmarks\": []}}], \"color\": {\"dominantColorForeground\": \"Black\", \"dominantColorBackground\": \"Blue\", \"dominantColors\": [\"Blue\"], \"accentColor\": \"AD4F1E\", \"isBwImg\": false, \"isBWImg\": false}, \"description\": {\"tags\": [\"sky\", \"outdoor\", \"city\", \"river\"], \"captions\": [{\"text\": \"a tall tower in a city\", \"confidence\": 0.43372467160224915}]}, \"requestId\": \"3ad63e6c-9b40-4e2d-85cb-f23c78710673\", \"metadata\": {\"height\": 300, \"width\": 533, \"format\": \"Jpeg\"}}\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import requests\n",
    "\n",
    "%matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "import json\n",
    "from PIL import Image\n",
    "from io import BytesIO\n",
    "\n",
    "endpoint = \"https://api-lvhonglu01.cognitiveservices.azure.com/\"\n",
    "subscription_key = \"5a7e0153566e45399a4f48ccdc04373d\"\n",
    "\n",
    "# base url\n",
    "analyze_url = endpoint+ \"vision/v3.1/analyze\"\n",
    "\n",
    "# Set image_url to the URL of an image that you want to analyze.\n",
    "image_url = \"https://ss0.bdstatic.com/70cFvHSh_Q1YnxGkpoWK1HF6hhy/it/u=1665342842,4210511750&fm=26&gp=0.jpg\"\n",
    "\n",
    "headers = {'Ocp-Apim-Subscription-Key': subscription_key}\n",
    "# 参数\n",
    "params = {'visualFeatures': 'Categories,Description,Color'}\n",
    "# 请求主体body\n",
    "data = {'url': image_url}\n",
    "response = requests.post(analyze_url, headers=headers,params=params, json=data)\n",
    "response.raise_for_status()\n",
    "\n",
    "# The 'analysis' object contains various fields that describe the image. The most\n",
    "# relevant caption for the image is obtained from the 'description' property.\n",
    "analysis = response.json()\n",
    "print(json.dumps(response.json()))\n",
    "image_caption = analysis[\"description\"][\"captions\"][0][\"text\"].capitalize()\n",
    "\n",
    "# Display the image and overlay it with the caption.\n",
    "image = Image.open(BytesIO(requests.get(image_url).content))\n",
    "plt.imshow(image)\n",
    "plt.axis(\"off\")\n",
    "_ = plt.title(image_caption, size=\"x-large\", y=-0.1)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'categories': [{'name': 'people_portrait', 'score': 0.58203125, 'detail': {'celebrities': []}}], 'color': {'dominantColorForeground': 'Black', 'dominantColorBackground': 'Black', 'dominantColors': ['Black'], 'accentColor': '386C93', 'isBwImg': False, 'isBWImg': False}, 'description': {'tags': ['person', 'woman', 'hair', 'hairpiece', 'close'], 'captions': [{'text': 'a woman with long hair', 'confidence': 0.42913326621055603}]}, 'requestId': '26184289-3d0b-457d-8006-6491673ccd67', 'metadata': {'height': 427, 'width': 640, 'format': 'Jpeg'}}\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import os\n",
    "import sys\n",
    "import requests\n",
    "%matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "from PIL import Image\n",
    "from io import BytesIO\n",
    "\n",
    "# Set image_path to the local path of an image that you want to analyze.\n",
    "image_path = \"/Users/86134/Desktop/yushuxin.jpg\"\n",
    "# Read the image into a byte array\n",
    "image_data = open(image_path, \"rb\").read()\n",
    "headers = {'Ocp-Apim-Subscription-Key': \"5a7e0153566e45399a4f48ccdc04373d\",\n",
    "           'Content-Type': 'application/octet-stream'}\n",
    "params = {'visualFeatures': 'Categories,Description,Color'}\n",
    "response = requests.post(\n",
    "    analyze_url, headers=headers, params=params, data=image_data)\n",
    "response.raise_for_status()\n",
    "\n",
    "# The 'analysis' object contains various fields that describe the image. The most\n",
    "# relevant caption for the image is obtained from the 'description' property.\n",
    "analysis = response.json()\n",
    "print(analysis)\n",
    "image_caption = analysis[\"description\"][\"captions\"][0][\"text\"].capitalize()\n",
    "\n",
    "# Display the image and overlay it with the caption.\n",
    "image = Image.open(BytesIO(image_data))\n",
    "plt.imshow(image)\n",
    "plt.axis(\"off\")\n",
    "_ = plt.title(image_caption, size=\"x-large\", y=-0.1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Thumbnail is 100-by-100\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import os\n",
    "import sys\n",
    "import requests\n",
    "%matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "from PIL import Image\n",
    "from io import BytesIO\n",
    "\n",
    "thumbnail_url = \"https://api-lvhonglu01.cognitiveservices.azure.com/\" + \"vision/v3.1/generateThumbnail\"\n",
    "\n",
    "# Set image_url to the URL of an image that you want to analyze.\n",
    "image_url = \"https://timgsa.baidu.com/timg?image&quality=80&size=b9999_10000&sec=1603714322198&di=b29b24bc39b1bcf27cf28d7113879ba0&imgtype=0&src=http%3A%2F%2Fn.sinaimg.cn%2Fsinacn12%2F321%2Fw2048h3073%2F20180408%2F3680-fyvtmxc8541038.jpg\"\n",
    "\n",
    "headers = {'Ocp-Apim-Subscription-Key': \"5a7e0153566e45399a4f48ccdc04373d\"}\n",
    "params = {'width': '100', 'height': '100', 'smartCropping': 'true'}\n",
    "data = {'url': image_url}\n",
    "response = requests.post(thumbnail_url, headers=headers,params=params, json=data)\n",
    "response.raise_for_status()\n",
    "\n",
    "thumbnail = Image.open(BytesIO(response.content))\n",
    "\n",
    "# Display the thumbnail.\n",
    "plt.imshow(thumbnail)\n",
    "plt.axis(\"off\")\n",
    "\n",
    "# Verify the thumbnail size.\n",
    "print(\"Thumbnail is {0}-by-{1}\".format(*thumbnail.size))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{\n",
      "    \"status\": \"running\",\n",
      "    \"createdDateTime\": \"2020-10-26T09:35:06Z\",\n",
      "    \"lastUpdatedDateTime\": \"2020-10-26T09:35:06Z\"\n",
      "}\n",
      "{\n",
      "    \"status\": \"succeeded\",\n",
      "    \"createdDateTime\": \"2020-10-26T09:35:06Z\",\n",
      "    \"lastUpdatedDateTime\": \"2020-10-26T09:35:06Z\",\n",
      "    \"analyzeResult\": {\n",
      "        \"version\": \"3.0.0\",\n",
      "        \"readResults\": [\n",
      "            {\n",
      "                \"page\": 1,\n",
      "                \"angle\": 0.3054,\n",
      "                \"width\": 500,\n",
      "                \"height\": 464,\n",
      "                \"unit\": \"pixel\",\n",
      "                \"lines\": [\n",
      "                    {\n",
      "                        \"boundingBox\": [\n",
      "                            163,\n",
      "                            8,\n",
      "                            336,\n",
      "                            8,\n",
      "                            336,\n",
      "                            38,\n",
      "                            163,\n",
      "                            37\n",
      "                        ],\n",
      "                        \"text\": \"The Seasons\",\n",
      "                        \"words\": [\n",
      "                            {\n",
      "                                \"boundingBox\": [\n",
      "                                    172,\n",
      "                                    9,\n",
      "                                    224,\n",
      "                                    10,\n",
      "                                    223,\n",
      "                                    38,\n",
      "                                    171,\n",
      "                                    38\n",
      "                                ],\n",
      "                                \"text\": \"The\",\n",
      "                                \"confidence\": 0.966\n",
      "                            },\n",
      "                            {\n",
      "                                \"boundingBox\": [\n",
      "                                    239,\n",
      "                                    10,\n",
      "                                    336,\n",
      "                                    10,\n",
      "                                    337,\n",
      "                                    37,\n",
      "                                    239,\n",
      "                                    38\n",
      "                                ],\n",
      "                                \"text\": \"Seasons\",\n",
      "                                \"confidence\": 0.974\n",
      "                            }\n",
      "                        ]\n",
      "                    },\n",
      "                    {\n",
      "                        \"boundingBox\": [\n",
      "                            46,\n",
      "                            47,\n",
      "                            483,\n",
      "                            49,\n",
      "                            483,\n",
      "                            78,\n",
      "                            46,\n",
      "                            76\n",
      "                        ],\n",
      "                        \"text\": \"There are four seasons in a year:\",\n",
      "                        \"words\": [\n",
      "                            {\n",
      "                                \"boundingBox\": [\n",
      "                                    52,\n",
      "                                    47,\n",
      "                                    129,\n",
      "                                    47,\n",
      "                                    129,\n",
      "                                    76,\n",
      "                                    52,\n",
      "                                    77\n",
      "                                ],\n",
      "                                \"text\": \"There\",\n",
      "                                \"confidence\": 0.946\n",
      "                            },\n",
      "                            {\n",
      "                                \"boundingBox\": [\n",
      "                                    135,\n",
      "                                    48,\n",
      "                                    185,\n",
      "                                    48,\n",
      "                                    185,\n",
      "                                    76,\n",
      "                                    135,\n",
      "                                    76\n",
      "                                ],\n",
      "                                \"text\": \"are\",\n",
      "                                \"confidence\": 0.98\n",
      "                            },\n",
      "                            {\n",
      "                                \"boundingBox\": [\n",
      "                                    190,\n",
      "                                    48,\n",
      "                                    258,\n",
      "                                    48,\n",
      "                                    258,\n",
      "                                    77,\n",
      "                                    191,\n",
      "                                    76\n",
      "                                ],\n",
      "                                \"text\": \"four\",\n",
      "                                \"confidence\": 0.962\n",
      "                            },\n",
      "                            {\n",
      "                                \"boundingBox\": [\n",
      "                                    264,\n",
      "                                    48,\n",
      "                                    360,\n",
      "                                    49,\n",
      "                                    360,\n",
      "                                    77,\n",
      "                                    264,\n",
      "                                    77\n",
      "                                ],\n",
      "                                \"text\": \"seasons\",\n",
      "                                \"confidence\": 0.959\n",
      "                            },\n",
      "                            {\n",
      "                                \"boundingBox\": [\n",
      "                                    366,\n",
      "                                    49,\n",
      "                                    400,\n",
      "                                    49,\n",
      "                                    401,\n",
      "                                    77,\n",
      "                                    366,\n",
      "                                    77\n",
      "                                ],\n",
      "                                \"text\": \"in\",\n",
      "                                \"confidence\": 0.986\n",
      "                            },\n",
      "                            {\n",
      "                                \"boundingBox\": [\n",
      "                                    406,\n",
      "                                    49,\n",
      "                                    423,\n",
      "                                    50,\n",
      "                                    424,\n",
      "                                    77,\n",
      "                                    406,\n",
      "                                    77\n",
      "                                ],\n",
      "                                \"text\": \"a\",\n",
      "                                \"confidence\": 0.986\n",
      "                            },\n",
      "                            {\n",
      "                                \"boundingBox\": [\n",
      "                                    429,\n",
      "                                    50,\n",
      "                                    483,\n",
      "                                    50,\n",
      "                                    483,\n",
      "                                    77,\n",
      "                                    429,\n",
      "                                    77\n",
      "                                ],\n",
      "                                \"text\": \"year:\",\n",
      "                                \"confidence\": 0.729\n",
      "                            }\n",
      "                        ]\n",
      "                    },\n",
      "                    {\n",
      "                        \"boundingBox\": [\n",
      "                            5,\n",
      "                            92,\n",
      "                            479,\n",
      "                            87,\n",
      "                            479,\n",
      "                            112,\n",
      "                            5,\n",
      "                            117\n",
      "                        ],\n",
      "                        \"text\": \"shring, summer, autumn and winter.\",\n",
      "                        \"words\": [\n",
      "                            {\n",
      "                                \"boundingBox\": [\n",
      "                                    11,\n",
      "                                    93,\n",
      "                                    106,\n",
      "                                    92,\n",
      "                                    105,\n",
      "                                    117,\n",
      "                                    11,\n",
      "                                    118\n",
      "                                ],\n",
      "                                \"text\": \"shring,\",\n",
      "                                \"confidence\": 0.921\n",
      "                            },\n",
      "                            {\n",
      "                                \"boundingBox\": [\n",
      "                                    110,\n",
      "                                    92,\n",
      "                                    221,\n",
      "                                    90,\n",
      "                                    221,\n",
      "                                    115,\n",
      "                                    110,\n",
      "                                    117\n",
      "                                ],\n",
      "                                \"text\": \"summer,\",\n",
      "                                \"confidence\": 0.954\n",
      "                            },\n",
      "                            {\n",
      "                                \"boundingBox\": [\n",
      "                                    226,\n",
      "                                    90,\n",
      "                                    332,\n",
      "                                    89,\n",
      "                                    332,\n",
      "                                    114,\n",
      "                                    226,\n",
      "                                    115\n",
      "                                ],\n",
      "                                \"text\": \"autumn\",\n",
      "                                \"confidence\": 0.979\n",
      "                            },\n",
      "                            {\n",
      "                                \"boundingBox\": [\n",
      "                                    337,\n",
      "                                    89,\n",
      "                                    392,\n",
      "                                    88,\n",
      "                                    391,\n",
      "                                    114,\n",
      "                                    337,\n",
      "                                    114\n",
      "                                ],\n",
      "                                \"text\": \"and\",\n",
      "                                \"confidence\": 0.986\n",
      "                            },\n",
      "                            {\n",
      "                                \"boundingBox\": [\n",
      "                                    398,\n",
      "                                    88,\n",
      "                                    479,\n",
      "                                    88,\n",
      "                                    478,\n",
      "                                    113,\n",
      "                                    398,\n",
      "                                    113\n",
      "                                ],\n",
      "                                \"text\": \"winter.\",\n",
      "                                \"confidence\": 0.961\n",
      "                            }\n",
      "                        ]\n",
      "                    },\n",
      "                    {\n",
      "                        \"boundingBox\": [\n",
      "                            9,\n",
      "                            126,\n",
      "                            470,\n",
      "                            124,\n",
      "                            471,\n",
      "                            152,\n",
      "                            10,\n",
      "                            155\n",
      "                        ],\n",
      "                        \"text\": \"Spring is the best season of the year.\",\n",
      "                        \"words\": [\n",
      "                            {\n",
      "                                \"boundingBox\": [\n",
      "                                    14,\n",
      "                                    127,\n",
      "                                    98,\n",
      "                                    126,\n",
      "                                    99,\n",
      "                                    155,\n",
      "                                    15,\n",
      "                                    156\n",
      "                                ],\n",
      "                                \"text\": \"Spring\",\n",
      "                                \"confidence\": 0.976\n",
      "                            },\n",
      "                            {\n",
      "                                \"boundingBox\": [\n",
      "                                    104,\n",
      "                                    126,\n",
      "                                    134,\n",
      "                                    126,\n",
      "                                    135,\n",
      "                                    154,\n",
      "                                    105,\n",
      "                                    155\n",
      "                                ],\n",
      "                                \"text\": \"is\",\n",
      "                                \"confidence\": 0.985\n",
      "                            },\n",
      "                            {\n",
      "                                \"boundingBox\": [\n",
      "                                    140,\n",
      "                                    126,\n",
      "                                    183,\n",
      "                                    126,\n",
      "                                    184,\n",
      "                                    154,\n",
      "                                    140,\n",
      "                                    154\n",
      "                                ],\n",
      "                                \"text\": \"the\",\n",
      "                                \"confidence\": 0.981\n",
      "                            },\n",
      "                            {\n",
      "                                \"boundingBox\": [\n",
      "                                    188,\n",
      "                                    126,\n",
      "                                    239,\n",
      "                                    125,\n",
      "                                    240,\n",
      "                                    154,\n",
      "                                    189,\n",
      "                                    154\n",
      "                                ],\n",
      "                                \"text\": \"best\",\n",
      "                                \"confidence\": 0.652\n",
      "                            },\n",
      "                            {\n",
      "                                \"boundingBox\": [\n",
      "                                    245,\n",
      "                                    125,\n",
      "                                    324,\n",
      "                                    125,\n",
      "                                    324,\n",
      "                                    153,\n",
      "                                    245,\n",
      "                                    154\n",
      "                                ],\n",
      "                                \"text\": \"season\",\n",
      "                                \"confidence\": 0.973\n",
      "                            },\n",
      "                            {\n",
      "                                \"boundingBox\": [\n",
      "                                    329,\n",
      "                                    125,\n",
      "                                    358,\n",
      "                                    125,\n",
      "                                    358,\n",
      "                                    153,\n",
      "                                    330,\n",
      "                                    153\n",
      "                                ],\n",
      "                                \"text\": \"of\",\n",
      "                                \"confidence\": 0.986\n",
      "                            },\n",
      "                            {\n",
      "                                \"boundingBox\": [\n",
      "                                    363,\n",
      "                                    125,\n",
      "                                    410,\n",
      "                                    125,\n",
      "                                    411,\n",
      "                                    153,\n",
      "                                    364,\n",
      "                                    153\n",
      "                                ],\n",
      "                                \"text\": \"the\",\n",
      "                                \"confidence\": 0.981\n",
      "                            },\n",
      "                            {\n",
      "                                \"boundingBox\": [\n",
      "                                    416,\n",
      "                                    125,\n",
      "                                    470,\n",
      "                                    125,\n",
      "                                    471,\n",
      "                                    152,\n",
      "                                    416,\n",
      "                                    153\n",
      "                                ],\n",
      "                                \"text\": \"year.\",\n",
      "                                \"confidence\": 0.904\n",
      "                            }\n",
      "                        ]\n",
      "                    },\n",
      "                    {\n",
      "                        \"boundingBox\": [\n",
      "                            7,\n",
      "                            163,\n",
      "                            492,\n",
      "                            160,\n",
      "                            492,\n",
      "                            189,\n",
      "                            7,\n",
      "                            192\n",
      "                        ],\n",
      "                        \"text\": \"The weather gets warmer . The trees turn\",\n",
      "                        \"words\": [\n",
      "                            {\n",
      "                                \"boundingBox\": [\n",
      "                                    12,\n",
      "                                    163,\n",
      "                                    61,\n",
      "                                    163,\n",
      "                                    61,\n",
      "                                    192,\n",
      "                                    11,\n",
      "                                    191\n",
      "                                ],\n",
      "                                \"text\": \"The\",\n",
      "                                \"confidence\": 0.98\n",
      "                            },\n",
      "                            {\n",
      "                                \"boundingBox\": [\n",
      "                                    67,\n",
      "                                    163,\n",
      "                                    153,\n",
      "                                    164,\n",
      "                                    153,\n",
      "                                    192,\n",
      "                                    66,\n",
      "                                    192\n",
      "                                ],\n",
      "                                \"text\": \"weather\",\n",
      "                                \"confidence\": 0.974\n",
      "                            },\n",
      "                            {\n",
      "                                \"boundingBox\": [\n",
      "                                    159,\n",
      "                                    164,\n",
      "                                    210,\n",
      "                                    164,\n",
      "                                    210,\n",
      "                                    192,\n",
      "                                    158,\n",
      "                                    192\n",
      "                                ],\n",
      "                                \"text\": \"gets\",\n",
      "                                \"confidence\": 0.959\n",
      "                            },\n",
      "                            {\n",
      "                                \"boundingBox\": [\n",
      "                                    216,\n",
      "                                    164,\n",
      "                                    289,\n",
      "                                    163,\n",
      "                                    289,\n",
      "                                    191,\n",
      "                                    215,\n",
      "                                    192\n",
      "                                ],\n",
      "                                \"text\": \"warmer\",\n",
      "                                \"confidence\": 0.816\n",
      "                            },\n",
      "                            {\n",
      "                                \"boundingBox\": [\n",
      "                                    295,\n",
      "                                    163,\n",
      "                                    320,\n",
      "                                    163,\n",
      "                                    321,\n",
      "                                    191,\n",
      "                                    295,\n",
      "                                    191\n",
      "                                ],\n",
      "                                \"text\": \".\",\n",
      "                                \"confidence\": 0.839\n",
      "                            },\n",
      "                            {\n",
      "                                \"boundingBox\": [\n",
      "                                    326,\n",
      "                                    163,\n",
      "                                    370,\n",
      "                                    163,\n",
      "                                    370,\n",
      "                                    190,\n",
      "                                    326,\n",
      "                                    191\n",
      "                                ],\n",
      "                                \"text\": \"The\",\n",
      "                                \"confidence\": 0.98\n",
      "                            },\n",
      "                            {\n",
      "                                \"boundingBox\": [\n",
      "                                    376,\n",
      "                                    163,\n",
      "                                    429,\n",
      "                                    162,\n",
      "                                    429,\n",
      "                                    189,\n",
      "                                    376,\n",
      "                                    190\n",
      "                                ],\n",
      "                                \"text\": \"trees\",\n",
      "                                \"confidence\": 0.973\n",
      "                            },\n",
      "                            {\n",
      "                                \"boundingBox\": [\n",
      "                                    434,\n",
      "                                    162,\n",
      "                                    491,\n",
      "                                    161,\n",
      "                                    492,\n",
      "                                    187,\n",
      "                                    435,\n",
      "                                    189\n",
      "                                ],\n",
      "                                \"text\": \"turn\",\n",
      "                                \"confidence\": 0.953\n",
      "                            }\n",
      "                        ]\n",
      "                    },\n",
      "                    {\n",
      "                        \"boundingBox\": [\n",
      "                            7,\n",
      "                            202,\n",
      "                            405,\n",
      "                            203,\n",
      "                            405,\n",
      "                            232,\n",
      "                            7,\n",
      "                            231\n",
      "                        ],\n",
      "                        \"text\": \"green and the flowers come out.\",\n",
      "                        \"words\": [\n",
      "                            {\n",
      "                                \"boundingBox\": [\n",
      "                                    16,\n",
      "                                    208,\n",
      "                                    82,\n",
      "                                    205,\n",
      "                                    83,\n",
      "                                    231,\n",
      "                                    17,\n",
      "                                    232\n",
      "                                ],\n",
      "                                \"text\": \"green\",\n",
      "                                \"confidence\": 0.972\n",
      "                            },\n",
      "                            {\n",
      "                                \"boundingBox\": [\n",
      "                                    87,\n",
      "                                    205,\n",
      "                                    136,\n",
      "                                    204,\n",
      "                                    137,\n",
      "                                    230,\n",
      "                                    88,\n",
      "                                    231\n",
      "                                ],\n",
      "                                \"text\": \"and\",\n",
      "                                \"confidence\": 0.985\n",
      "                            },\n",
      "                            {\n",
      "                                \"boundingBox\": [\n",
      "                                    141,\n",
      "                                    204,\n",
      "                                    184,\n",
      "                                    203,\n",
      "                                    184,\n",
      "                                    230,\n",
      "                                    142,\n",
      "                                    230\n",
      "                                ],\n",
      "                                \"text\": \"the\",\n",
      "                                \"confidence\": 0.983\n",
      "                            },\n",
      "                            {\n",
      "                                \"boundingBox\": [\n",
      "                                    188,\n",
      "                                    203,\n",
      "                                    283,\n",
      "                                    204,\n",
      "                                    284,\n",
      "                                    230,\n",
      "                                    189,\n",
      "                                    230\n",
      "                                ],\n",
      "                                \"text\": \"flowers\",\n",
      "                                \"confidence\": 0.869\n",
      "                            },\n",
      "                            {\n",
      "                                \"boundingBox\": [\n",
      "                                    288,\n",
      "                                    204,\n",
      "                                    351,\n",
      "                                    206,\n",
      "                                    352,\n",
      "                                    231,\n",
      "                                    289,\n",
      "                                    230\n",
      "                                ],\n",
      "                                \"text\": \"come\",\n",
      "                                \"confidence\": 0.981\n",
      "                            },\n",
      "                            {\n",
      "                                \"boundingBox\": [\n",
      "                                    356,\n",
      "                                    206,\n",
      "                                    404,\n",
      "                                    209,\n",
      "                                    404,\n",
      "                                    232,\n",
      "                                    357,\n",
      "                                    231\n",
      "                                ],\n",
      "                                \"text\": \"out.\",\n",
      "                                \"confidence\": 0.979\n",
      "                            }\n",
      "                        ]\n",
      "                    },\n",
      "                    {\n",
      "                        \"boundingBox\": [\n",
      "                            58,\n",
      "                            237,\n",
      "                            486,\n",
      "                            243,\n",
      "                            486,\n",
      "                            269,\n",
      "                            58,\n",
      "                            263\n",
      "                        ],\n",
      "                        \"text\": \"Summer is the warmest season. It\",\n",
      "                        \"words\": [\n",
      "                            {\n",
      "                                \"boundingBox\": [\n",
      "                                    66,\n",
      "                                    237,\n",
      "                                    161,\n",
      "                                    239,\n",
      "                                    160,\n",
      "                                    265,\n",
      "                                    65,\n",
      "                                    263\n",
      "                                ],\n",
      "                                \"text\": \"Summer\",\n",
      "                                \"confidence\": 0.9\n",
      "                            },\n",
      "                            {\n",
      "                                \"boundingBox\": [\n",
      "                                    166,\n",
      "                                    239,\n",
      "                                    197,\n",
      "                                    239,\n",
      "                                    197,\n",
      "                                    266,\n",
      "                                    165,\n",
      "                                    265\n",
      "                                ],\n",
      "                                \"text\": \"is\",\n",
      "                                \"confidence\": 0.981\n",
      "                            },\n",
      "                            {\n",
      "                                \"boundingBox\": [\n",
      "                                    202,\n",
      "                                    240,\n",
      "                                    249,\n",
      "                                    240,\n",
      "                                    249,\n",
      "                                    267,\n",
      "                                    202,\n",
      "                                    266\n",
      "                                ],\n",
      "                                \"text\": \"the\",\n",
      "                                \"confidence\": 0.985\n",
      "                            },\n",
      "                            {\n",
      "                                \"boundingBox\": [\n",
      "                                    254,\n",
      "                                    240,\n",
      "                                    352,\n",
      "                                    242,\n",
      "                                    352,\n",
      "                                    268,\n",
      "                                    254,\n",
      "                                    267\n",
      "                                ],\n",
      "                                \"text\": \"warmest\",\n",
      "                                \"confidence\": 0.972\n",
      "                            },\n",
      "                            {\n",
      "                                \"boundingBox\": [\n",
      "                                    357,\n",
      "                                    242,\n",
      "                                    456,\n",
      "                                    244,\n",
      "                                    456,\n",
      "                                    268,\n",
      "                                    357,\n",
      "                                    268\n",
      "                                ],\n",
      "                                \"text\": \"season.\",\n",
      "                                \"confidence\": 0.97\n",
      "                            },\n",
      "                            {\n",
      "                                \"boundingBox\": [\n",
      "                                    462,\n",
      "                                    244,\n",
      "                                    486,\n",
      "                                    244,\n",
      "                                    486,\n",
      "                                    268,\n",
      "                                    462,\n",
      "                                    268\n",
      "                                ],\n",
      "                                \"text\": \"It\",\n",
      "                                \"confidence\": 0.952\n",
      "                            }\n",
      "                        ]\n",
      "                    },\n",
      "                    {\n",
      "                        \"boundingBox\": [\n",
      "                            11,\n",
      "                            278,\n",
      "                            480,\n",
      "                            280,\n",
      "                            480,\n",
      "                            310,\n",
      "                            11,\n",
      "                            307\n",
      "                        ],\n",
      "                        \"text\": \"often rains and crops grow fast. the\",\n",
      "                        \"words\": [\n",
      "                            {\n",
      "                                \"boundingBox\": [\n",
      "                                    11,\n",
      "                                    278,\n",
      "                                    77,\n",
      "                                    278,\n",
      "                                    78,\n",
      "                                    307,\n",
      "                                    12,\n",
      "                                    307\n",
      "                                ],\n",
      "                                \"text\": \"often\",\n",
      "                                \"confidence\": 0.943\n",
      "                            },\n",
      "                            {\n",
      "                                \"boundingBox\": [\n",
      "                                    83,\n",
      "                                    278,\n",
      "                                    155,\n",
      "                                    279,\n",
      "                                    155,\n",
      "                                    307,\n",
      "                                    83,\n",
      "                                    307\n",
      "                                ],\n",
      "                                \"text\": \"rains\",\n",
      "                                \"confidence\": 0.973\n",
      "                            },\n",
      "                            {\n",
      "                                \"boundingBox\": [\n",
      "                                    161,\n",
      "                                    279,\n",
      "                                    210,\n",
      "                                    279,\n",
      "                                    210,\n",
      "                                    307,\n",
      "                                    161,\n",
      "                                    307\n",
      "                                ],\n",
      "                                \"text\": \"and\",\n",
      "                                \"confidence\": 0.986\n",
      "                            },\n",
      "                            {\n",
      "                                \"boundingBox\": [\n",
      "                                    215,\n",
      "                                    279,\n",
      "                                    286,\n",
      "                                    279,\n",
      "                                    285,\n",
      "                                    308,\n",
      "                                    215,\n",
      "                                    307\n",
      "                                ],\n",
      "                                \"text\": \"crops\",\n",
      "                                \"confidence\": 0.645\n",
      "                            },\n",
      "                            {\n",
      "                                \"boundingBox\": [\n",
      "                                    291,\n",
      "                                    279,\n",
      "                                    354,\n",
      "                                    280,\n",
      "                                    353,\n",
      "                                    309,\n",
      "                                    291,\n",
      "                                    308\n",
      "                                ],\n",
      "                                \"text\": \"grow\",\n",
      "                                \"confidence\": 0.939\n",
      "                            },\n",
      "                            {\n",
      "                                \"boundingBox\": [\n",
      "                                    359,\n",
      "                                    280,\n",
      "                                    433,\n",
      "                                    280,\n",
      "                                    432,\n",
      "                                    310,\n",
      "                                    359,\n",
      "                                    309\n",
      "                                ],\n",
      "                                \"text\": \"fast.\",\n",
      "                                \"confidence\": 0.939\n",
      "                            },\n",
      "                            {\n",
      "                                \"boundingBox\": [\n",
      "                                    441,\n",
      "                                    280,\n",
      "                                    480,\n",
      "                                    280,\n",
      "                                    479,\n",
      "                                    311,\n",
      "                                    440,\n",
      "                                    311\n",
      "                                ],\n",
      "                                \"text\": \"the\",\n",
      "                                \"confidence\": 0.953\n",
      "                            }\n",
      "                        ]\n",
      "                    },\n",
      "                    {\n",
      "                        \"boundingBox\": [\n",
      "                            13,\n",
      "                            313,\n",
      "                            446,\n",
      "                            320,\n",
      "                            445,\n",
      "                            347,\n",
      "                            13,\n",
      "                            339\n",
      "                        ],\n",
      "                        \"text\": \"best sport in summer is swimming\",\n",
      "                        \"words\": [\n",
      "                            {\n",
      "                                \"boundingBox\": [\n",
      "                                    17,\n",
      "                                    313,\n",
      "                                    64,\n",
      "                                    314,\n",
      "                                    64,\n",
      "                                    341,\n",
      "                                    17,\n",
      "                                    340\n",
      "                                ],\n",
      "                                \"text\": \"best\",\n",
      "                                \"confidence\": 0.862\n",
      "                            },\n",
      "                            {\n",
      "                                \"boundingBox\": [\n",
      "                                    69,\n",
      "                                    314,\n",
      "                                    132,\n",
      "                                    315,\n",
      "                                    132,\n",
      "                                    342,\n",
      "                                    69,\n",
      "                                    341\n",
      "                                ],\n",
      "                                \"text\": \"sport\",\n",
      "                                \"confidence\": 0.758\n",
      "                            },\n",
      "                            {\n",
      "                                \"boundingBox\": [\n",
      "                                    137,\n",
      "                                    315,\n",
      "                                    173,\n",
      "                                    316,\n",
      "                                    173,\n",
      "                                    343,\n",
      "                                    137,\n",
      "                                    342\n",
      "                                ],\n",
      "                                \"text\": \"in\",\n",
      "                                \"confidence\": 0.986\n",
      "                            },\n",
      "                            {\n",
      "                                \"boundingBox\": [\n",
      "                                    178,\n",
      "                                    316,\n",
      "                                    279,\n",
      "                                    318,\n",
      "                                    279,\n",
      "                                    345,\n",
      "                                    178,\n",
      "                                    343\n",
      "                                ],\n",
      "                                \"text\": \"summer\",\n",
      "                                \"confidence\": 0.943\n",
      "                            },\n",
      "                            {\n",
      "                                \"boundingBox\": [\n",
      "                                    284,\n",
      "                                    318,\n",
      "                                    317,\n",
      "                                    318,\n",
      "                                    317,\n",
      "                                    345,\n",
      "                                    284,\n",
      "                                    345\n",
      "                                ],\n",
      "                                \"text\": \"is\",\n",
      "                                \"confidence\": 0.981\n",
      "                            },\n",
      "                            {\n",
      "                                \"boundingBox\": [\n",
      "                                    322,\n",
      "                                    318,\n",
      "                                    445,\n",
      "                                    321,\n",
      "                                    445,\n",
      "                                    347,\n",
      "                                    322,\n",
      "                                    345\n",
      "                                ],\n",
      "                                \"text\": \"swimming\",\n",
      "                                \"confidence\": 0.796\n",
      "                            }\n",
      "                        ]\n",
      "                    },\n",
      "                    {\n",
      "                        \"boundingBox\": [\n",
      "                            53,\n",
      "                            349,\n",
      "                            494,\n",
      "                            358,\n",
      "                            493,\n",
      "                            385,\n",
      "                            52,\n",
      "                            377\n",
      "                        ],\n",
      "                        \"text\": \"Autumn is a busy season. The days\",\n",
      "                        \"words\": [\n",
      "                            {\n",
      "                                \"boundingBox\": [\n",
      "                                    67,\n",
      "                                    350,\n",
      "                                    161,\n",
      "                                    352,\n",
      "                                    161,\n",
      "                                    379,\n",
      "                                    66,\n",
      "                                    376\n",
      "                                ],\n",
      "                                \"text\": \"Autumn\",\n",
      "                                \"confidence\": 0.652\n",
      "                            },\n",
      "                            {\n",
      "                                \"boundingBox\": [\n",
      "                                    166,\n",
      "                                    352,\n",
      "                                    195,\n",
      "                                    353,\n",
      "                                    194,\n",
      "                                    380,\n",
      "                                    166,\n",
      "                                    379\n",
      "                                ],\n",
      "                                \"text\": \"is\",\n",
      "                                \"confidence\": 0.981\n",
      "                            },\n",
      "                            {\n",
      "                                \"boundingBox\": [\n",
      "                                    200,\n",
      "                                    353,\n",
      "                                    222,\n",
      "                                    353,\n",
      "                                    221,\n",
      "                                    381,\n",
      "                                    199,\n",
      "                                    380\n",
      "                                ],\n",
      "                                \"text\": \"a\",\n",
      "                                \"confidence\": 0.986\n",
      "                            },\n",
      "                            {\n",
      "                                \"boundingBox\": [\n",
      "                                    227,\n",
      "                                    354,\n",
      "                                    289,\n",
      "                                    355,\n",
      "                                    289,\n",
      "                                    383,\n",
      "                                    226,\n",
      "                                    381\n",
      "                                ],\n",
      "                                \"text\": \"busy\",\n",
      "                                \"confidence\": 0.952\n",
      "                            },\n",
      "                            {\n",
      "                                \"boundingBox\": [\n",
      "                                    294,\n",
      "                                    355,\n",
      "                                    392,\n",
      "                                    356,\n",
      "                                    392,\n",
      "                                    384,\n",
      "                                    294,\n",
      "                                    383\n",
      "                                ],\n",
      "                                \"text\": \"season.\",\n",
      "                                \"confidence\": 0.786\n",
      "                            },\n",
      "                            {\n",
      "                                \"boundingBox\": [\n",
      "                                    397,\n",
      "                                    357,\n",
      "                                    439,\n",
      "                                    357,\n",
      "                                    439,\n",
      "                                    385,\n",
      "                                    397,\n",
      "                                    384\n",
      "                                ],\n",
      "                                \"text\": \"The\",\n",
      "                                \"confidence\": 0.98\n",
      "                            },\n",
      "                            {\n",
      "                                \"boundingBox\": [\n",
      "                                    444,\n",
      "                                    357,\n",
      "                                    493,\n",
      "                                    358,\n",
      "                                    493,\n",
      "                                    385,\n",
      "                                    444,\n",
      "                                    385\n",
      "                                ],\n",
      "                                \"text\": \"days\",\n",
      "                                \"confidence\": 0.985\n",
      "                            }\n",
      "                        ]\n",
      "                    },\n",
      "                    {\n",
      "                        \"boundingBox\": [\n",
      "                            8,\n",
      "                            390,\n",
      "                            437,\n",
      "                            392,\n",
      "                            437,\n",
      "                            421,\n",
      "                            8,\n",
      "                            418\n",
      "                        ],\n",
      "                        \"text\": \"get shorter and nights longer. The\",\n",
      "                        \"words\": [\n",
      "                            {\n",
      "                                \"boundingBox\": [\n",
      "                                    11,\n",
      "                                    390,\n",
      "                                    47,\n",
      "                                    390,\n",
      "                                    47,\n",
      "                                    419,\n",
      "                                    10,\n",
      "                                    419\n",
      "                                ],\n",
      "                                \"text\": \"get\",\n",
      "                                \"confidence\": 0.973\n",
      "                            },\n",
      "                            {\n",
      "                                \"boundingBox\": [\n",
      "                                    53,\n",
      "                                    390,\n",
      "                                    142,\n",
      "                                    391,\n",
      "                                    142,\n",
      "                                    419,\n",
      "                                    52,\n",
      "                                    419\n",
      "                                ],\n",
      "                                \"text\": \"shorter\",\n",
      "                                \"confidence\": 0.941\n",
      "                            },\n",
      "                            {\n",
      "                                \"boundingBox\": [\n",
      "                                    148,\n",
      "                                    391,\n",
      "                                    201,\n",
      "                                    391,\n",
      "                                    201,\n",
      "                                    419,\n",
      "                                    148,\n",
      "                                    419\n",
      "                                ],\n",
      "                                \"text\": \"and\",\n",
      "                                \"confidence\": 0.982\n",
      "                            },\n",
      "                            {\n",
      "                                \"boundingBox\": [\n",
      "                                    207,\n",
      "                                    391,\n",
      "                                    287,\n",
      "                                    392,\n",
      "                                    287,\n",
      "                                    420,\n",
      "                                    207,\n",
      "                                    419\n",
      "                                ],\n",
      "                                \"text\": \"nights\",\n",
      "                                \"confidence\": 0.976\n",
      "                            },\n",
      "                            {\n",
      "                                \"boundingBox\": [\n",
      "                                    293,\n",
      "                                    392,\n",
      "                                    392,\n",
      "                                    392,\n",
      "                                    391,\n",
      "                                    421,\n",
      "                                    292,\n",
      "                                    420\n",
      "                                ],\n",
      "                                \"text\": \"longer.\",\n",
      "                                \"confidence\": 0.69\n",
      "                            },\n",
      "                            {\n",
      "                                \"boundingBox\": [\n",
      "                                    397,\n",
      "                                    392,\n",
      "                                    437,\n",
      "                                    393,\n",
      "                                    437,\n",
      "                                    422,\n",
      "                                    397,\n",
      "                                    421\n",
      "                                ],\n",
      "                                \"text\": \"The\",\n",
      "                                \"confidence\": 0.953\n",
      "                            }\n",
      "                        ]\n",
      "                    },\n",
      "                    {\n",
      "                        \"boundingBox\": [\n",
      "                            9,\n",
      "                            428,\n",
      "                            238,\n",
      "                            429,\n",
      "                            238,\n",
      "                            456,\n",
      "                            9,\n",
      "                            454\n",
      "                        ],\n",
      "                        \"text\": \"tuasanis are busy.\",\n",
      "                        \"words\": [\n",
      "                            {\n",
      "                                \"boundingBox\": [\n",
      "                                    12,\n",
      "                                    429,\n",
      "                                    123,\n",
      "                                    428,\n",
      "                                    122,\n",
      "                                    453,\n",
      "                                    12,\n",
      "                                    454\n",
      "                                ],\n",
      "                                \"text\": \"tuasanis\",\n",
      "                                \"confidence\": 0.623\n",
      "                            },\n",
      "                            {\n",
      "                                \"boundingBox\": [\n",
      "                                    129,\n",
      "                                    428,\n",
      "                                    177,\n",
      "                                    429,\n",
      "                                    176,\n",
      "                                    454,\n",
      "                                    129,\n",
      "                                    453\n",
      "                                ],\n",
      "                                \"text\": \"are\",\n",
      "                                \"confidence\": 0.981\n",
      "                            },\n",
      "                            {\n",
      "                                \"boundingBox\": [\n",
      "                                    185,\n",
      "                                    429,\n",
      "                                    239,\n",
      "                                    430,\n",
      "                                    238,\n",
      "                                    457,\n",
      "                                    184,\n",
      "                                    454\n",
      "                                ],\n",
      "                                \"text\": \"busy.\",\n",
      "                                \"confidence\": 0.694\n",
      "                            }\n",
      "                        ]\n",
      "                    }\n",
      "                ]\n",
      "            }\n",
      "        ]\n",
      "    }\n",
      "}\n"
     ]
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    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import json\n",
    "import os\n",
    "import sys\n",
    "import requests\n",
    "import time\n",
    "%matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib.patches import Polygon\n",
    "from PIL import Image\n",
    "from io import BytesIO\n",
    "\n",
    "text_recognition_url = \"https://api-lvhonglu01.cognitiveservices.azure.com/vision/v3.0/read/analyze\"\n",
    "\n",
    "# Set image_url to the URL of an image that you want to recognize.\n",
    "image_url = \"https://ss0.bdstatic.com/70cFvHSh_Q1YnxGkpoWK1HF6hhy/it/u=2933136549,226201629&fm=26&gp=0.jpg\"\n",
    "\n",
    "headers = {'Ocp-Apim-Subscription-Key': \"5a7e0153566e45399a4f48ccdc04373d\"}\n",
    "data = {'url': image_url}\n",
    "response = requests.post(text_recognition_url, headers=headers, json=data)\n",
    "response.raise_for_status()\n",
    "\n",
    "# Extracting text requires two API calls: One call to submit the\n",
    "# image for processing, the other to retrieve the text found in the image.\n",
    "\n",
    "# Holds the URI used to retrieve the recognized text.\n",
    "operation_url = response.headers[\"Operation-Location\"]\n",
    "\n",
    "# The recognized text isn't immediately available, so poll to wait for completion.\n",
    "analysis = {}\n",
    "poll = True\n",
    "while (poll):\n",
    "    response_final = requests.get(\n",
    "        response.headers[\"Operation-Location\"], headers=headers)\n",
    "    analysis = response_final.json()\n",
    "    \n",
    "    print(json.dumps(analysis, indent=4))\n",
    "\n",
    "    time.sleep(1)\n",
    "    if (\"analyzeResult\" in analysis):\n",
    "        poll = False\n",
    "    if (\"status\" in analysis and analysis['status'] == 'failed'):\n",
    "        poll = False\n",
    "\n",
    "polygons = []\n",
    "if (\"analyzeResult\" in analysis):\n",
    "    # Extract the recognized text, with bounding boxes.\n",
    "    polygons = [(line[\"boundingBox\"], line[\"text\"])\n",
    "                for line in analysis[\"analyzeResult\"][\"readResults\"][0][\"lines\"]]\n",
    "\n",
    "# Display the image and overlay it with the extracted text.\n",
    "image = Image.open(BytesIO(requests.get(image_url).content))\n",
    "ax = plt.imshow(image)\n",
    "for polygon in polygons:\n",
    "    vertices = [(polygon[0][i], polygon[0][i+1])\n",
    "                for i in range(0, len(polygon[0]), 2)]\n",
    "    text = polygon[1]\n",
    "    patch = Polygon(vertices, closed=True, fill=False, linewidth=2, color='y')\n",
    "    ax.axes.add_patch(patch)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "(0.0, 1.0, 0.0, 1.0)"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import os\n",
    "import sys\n",
    "import requests\n",
    "%matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib.patches import Rectangle\n",
    "from PIL import Image\n",
    "from io import BytesIO\n",
    "\n",
    "ocr_url = \"https://api-lvhonglu01.cognitiveservices.azure.com/vision/v3.1/ocr\"\n",
    "\n",
    "# Set image_url to the URL of an image that you want to analyze.\n",
    "image_url = \"https://timgsa.baidu.com/timg?image&quality=80&size=b9999_10000&sec=1603714879345&di=e6fde1003b7adaac5a52f1d1844b0ccc&imgtype=0&src=http%3A%2F%2Fimg10.360buyimg.com%2Fn1%2Fs900x900_g9%2FM03%2F0F%2F1E%2FrBEHalC8cnUIAAAAAAEoNx977bMAADHVwJUr_cAAShP330.jpg\"\n",
    "\n",
    "headers = {'Ocp-Apim-Subscription-Key': \"5a7e0153566e45399a4f48ccdc04373d\"}\n",
    "params = {'language': 'unk', 'detectOrientation': 'true'}\n",
    "data = {'url': image_url}\n",
    "response = requests.post(ocr_url, headers=headers, params=params, json=data)\n",
    "response.raise_for_status()\n",
    "\n",
    "analysis = response.json()\n",
    "\n",
    "# Extract the word bounding boxes and text.\n",
    "line_infos = [region[\"lines\"] for region in analysis[\"regions\"]]\n",
    "word_infos = []\n",
    "for line in line_infos:\n",
    "    for word_metadata in line:\n",
    "        for word_info in word_metadata[\"words\"]:\n",
    "            word_infos.append(word_info)\n",
    "word_infos\n",
    "\n",
    "# Display the image and overlay it with the extracted text.\n",
    "plt.figure(figsize=(5, 5))\n",
    "image = Image.open(BytesIO(requests.get(image_url).content))\n",
    "ax = plt.imshow(image, alpha=0.5)\n",
    "for word in word_infos:\n",
    "    bbox = [int(num) for num in word[\"boundingBox\"].split(\",\")]\n",
    "    text = word[\"text\"]\n",
    "    origin = (bbox[0], bbox[1])\n",
    "    patch = Rectangle(origin, bbox[2], bbox[3],\n",
    "                      fill=False, linewidth=2, color='y')\n",
    "    ax.axes.add_patch(patch)\n",
    "    plt.text(origin[0], origin[1], text, fontsize=20, weight=\"bold\", va=\"top\")\n",
    "plt.show()\n",
    "plt.axis(\"off\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'result': {'celebrities': [{'name': 'Bruce Lee', 'confidence': 0.9888043999671936, 'faceRectangle': {'left': 190, 'top': 70, 'width': 95, 'height': 95}}]}, 'requestId': '59c1082b-632a-4725-a103-46299349ffdc', 'metadata': {'height': 543, 'width': 400, 'format': 'Jpeg'}}\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import requests\n",
    "%matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "from PIL import Image\n",
    "from io import BytesIO\n",
    "\n",
    "# Replace <Subscription Key> with your valid subscription key.\n",
    "subscription_key = \"5a7e0153566e45399a4f48ccdc04373d\"\n",
    "assert subscription_key\n",
    "\n",
    "vision_base_url = \"https://api-lvhonglu01.cognitiveservices.azure.com/vision/v2.1/\"\n",
    "\n",
    "celebrity_analyze_url = vision_base_url + \"models/celebrities/analyze\"\n",
    "\n",
    "# Set image_url to the URL of an image that you want to analyze.\n",
    "image_url = \"https://ss0.bdstatic.com/70cFuHSh_Q1YnxGkpoWK1HF6hhy/it/u=1021494689,351367253&fm=26&gp=0.jpg\"\n",
    "\n",
    "\n",
    "headers = {'Ocp-Apim-Subscription-Key': subscription_key}\n",
    "params = {'model': 'celebrities'}\n",
    "data = {'url': image_url}\n",
    "response = requests.post(\n",
    "    celebrity_analyze_url, headers=headers, params=params, json=data)\n",
    "response.raise_for_status()\n",
    "\n",
    "# The 'analysis' object contains various fields that describe the image. The\n",
    "# most relevant celebrity for the image is obtained from the 'result' property.\n",
    "analysis = response.json()\n",
    "assert analysis[\"result\"][\"celebrities\"] is not []\n",
    "print(analysis)\n",
    "celebrity_name = analysis[\"result\"][\"celebrities\"][0][\"name\"].capitalize()\n",
    "\n",
    "# Display the image and overlay it with the celebrity name.\n",
    "image = Image.open(BytesIO(requests.get(image_url).content))\n",
    "plt.imshow(image)\n",
    "plt.axis(\"off\")\n",
    "_ = plt.title(celebrity_name, size=\"x-large\", y=-0.1)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'result': {'landmarks': [{'name': 'Forbidden City', 'confidence': 0.9903402924537659}]}, 'requestId': 'a580e083-1da7-4084-8f50-72c46dacef39', 'metadata': {'height': 316, 'width': 500, 'format': 'Jpeg'}}\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import os\n",
    "import sys\n",
    "import requests\n",
    "%matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "from PIL import Image\n",
    "from io import BytesIO\n",
    "\n",
    "landmark_analyze_url = endpoint + \"vision/v3.1/models/landmarks/analyze\"\n",
    "\n",
    "# Set image_url to the URL of an image that you want to analyze.\n",
    "image_url = \"https://ss3.bdstatic.com/70cFv8Sh_Q1YnxGkpoWK1HF6hhy/it/u=1492227695,3210803006&fm=26&gp=0.jpg\"\n",
    "\n",
    "headers = {'Ocp-Apim-Subscription-Key': \"5a7e0153566e45399a4f48ccdc04373d\"}\n",
    "params = {'model': 'landmarks'}\n",
    "data = {'url': image_url}\n",
    "response = requests.post(\n",
    "    landmark_analyze_url, headers=headers, params=params, json=data)\n",
    "response.raise_for_status()\n",
    "\n",
    "# The 'analysis' object contains various fields that describe the image. The\n",
    "# most relevant landmark for the image is obtained from the 'result' property.\n",
    "analysis = response.json()\n",
    "assert analysis[\"result\"][\"landmarks\"] is not []\n",
    "print(analysis)\n",
    "landmark_name = analysis[\"result\"][\"landmarks\"][0][\"name\"].capitalize()\n",
    "\n",
    "# Display the image and overlay it with the landmark name.\n",
    "image = Image.open(BytesIO(requests.get(image_url).content))\n",
    "plt.imshow(image)\n",
    "plt.axis(\"off\")\n",
    "_ = plt.title(landmark_name, size=\"x-large\", y=-0.1)\n",
    "plt.show()"
   ]
  },
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   "execution_count": null,
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   "source": []
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